{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "NYSCF-Embedding-Generation-Example-on-bbbc025",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JndnmDMp66FL",
        "colab_type": "text"
      },
      "source": [
        "##### Copyright 2018 Google LLC.\n",
        "\n",
        "Licensed under the Apache License, Version 2.0 (the \"License\");"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hMqWDc_m6rUC",
        "colab_type": "code",
        "cellView": "both",
        "colab": {}
      },
      "source": [
        "#@title Default title text\n",
        "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# you may not use this file except in compliance with the License.\n",
        "# You may obtain a copy of the License at\n",
        "#\n",
        "# https://www.apache.org/licenses/LICENSE-2.0\n",
        "#\n",
        "# Unless required by applicable law or agreed to in writing, software\n",
        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        "# See the License for the specific language governing permissions and\n",
        "# limitations under the License."
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lSwT7OPtXKoz",
        "colab_type": "text"
      },
      "source": [
        "## Install + Imports"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v8CaKgwLR1xY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 484
        },
        "outputId": "f5172c12-df17-488e-ae08-7806a95d7306"
      },
      "source": [
        "!pip install --upgrade tf_slim\n",
        "\n",
        "from google.colab import drive\n",
        "\n",
        "import glob\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import os\n",
        "import PIL.Image\n",
        "\n",
        "import tensorflow.compat.v1 as tf\n",
        "import tf_slim as slim\n",
        "\n",
        "# Get slim inception code\n",
        "# from tf_slim.nets import inception # throws error no attribute 'inception_v4_arg_scope'\n",
        "if not os.path.exists('models/research/slim'):\n",
        "  !git clone https://github.com/tensorflow/models/\n",
        "old_cwd = os.getcwd()\n",
        "os.chdir('models/research/slim')\n",
        "from nets import inception\n",
        "os.chdir(old_cwd)\n",
        "\n",
        "# Download inceptionv4 checkpoint\n",
        "!wget http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz\n",
        "!tar -xvzf inception_v4_2016_09_09.tar.gz"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting tf_slim\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/02/97/b0f4a64df018ca018cc035d44f2ef08f91e2e8aa67271f6f19633a015ff7/tf_slim-1.1.0-py2.py3-none-any.whl (352kB)\n",
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            "\u001b[?25hRequirement already satisfied, skipping upgrade: absl-py>=0.2.2 in /usr/local/lib/python3.6/dist-packages (from tf_slim) (0.8.1)\n",
            "Requirement already satisfied, skipping upgrade: six in /usr/local/lib/python3.6/dist-packages (from absl-py>=0.2.2->tf_slim) (1.15.0)\n",
            "Installing collected packages: tf-slim\n",
            "Successfully installed tf-slim-1.1.0\n",
            "Cloning into 'models'...\n",
            "remote: Enumerating objects: 42458, done.\u001b[K\n",
            "remote: Total 42458 (delta 0), reused 0 (delta 0), pack-reused 42458\u001b[K\n",
            "Receiving objects: 100% (42458/42458), 549.61 MiB | 33.00 MiB/s, done.\n",
            "Resolving deltas: 100% (28890/28890), done.\n",
            "--2020-08-26 18:37:40--  http://download.tensorflow.org/models/inception_v4_2016_09_09.tar.gz\n",
            "Resolving download.tensorflow.org (download.tensorflow.org)... 172.217.203.128, 2607:f8b0:400c:c07::80\n",
            "Connecting to download.tensorflow.org (download.tensorflow.org)|172.217.203.128|:80... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 171177982 (163M) [application/x-tar]\n",
            "Saving to: ‘inception_v4_2016_09_09.tar.gz’\n",
            "\n",
            "inception_v4_2016_0 100%[===================>] 163.25M   117MB/s    in 1.4s    \n",
            "\n",
            "2020-08-26 18:37:41 (117 MB/s) - ‘inception_v4_2016_09_09.tar.gz’ saved [171177982/171177982]\n",
            "\n",
            "inception_v4.ckpt\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6dR94LwwxLWf",
        "colab_type": "text"
      },
      "source": [
        "## Add path to data and projection weights.\n",
        "\n",
        "NOTE: Data and weights are [shared in this folder](https://drive.google.com/drive/folders/1dTE0PQTMmbg-H0nMjNSPGBfRqinIfFud?usp=sharing). Add these to your Google Drive by selecting \"Add shortcut to Drive\" before running these cells."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "siTH4MFkjzWi",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 130
        },
        "outputId": "71105ccb-d000-4e3c-f750-2c0d5d57e5d6"
      },
      "source": [
        "#@title Connect to Drive (Run this cell once)\n",
        "drive.mount('/content/gdrive')\n"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Go to this URL in a browser:\n",
            "https://accounts.google.com/o/oauth2/auth?client_id=1234.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly&response_type=code\n",
            "\n",
            "Enter your authorization code:\n",
            "··········\n",
            "Mounted at /content/gdrive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "W4Nl-dSn48ni",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "acb3bba2-55c9-498f-ea87-e7ef893661f3"
      },
      "source": [
        "# Verify folder exists after adding the shared folder to your drive.\n",
        "!ls gdrive/My\\ Drive/cell_embedder_colab"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "imgs  random_projection\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WZDpQDiEnew9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#@title Note: Change path to copy images+weights from Drive. (Run once)\n",
        "!cp -R gdrive/My\\ Drive/cell_embedder_colab* ."
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5JEP3WFVBBSx",
        "colab_type": "text"
      },
      "source": [
        "## Load images and build model\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eQ3Ip06YBVA1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "DATA_DIR = 'cell_embedder_colab/'  # NOTE - You need to set this to the location of the data.\n",
        "IMAGES_DIR = os.path.join(DATA_DIR, 'imgs/fullres_8bit_png_bbbc025')\n",
        "RANDOM_PROJECTION_CKPT = os.path.join(\n",
        "    DATA_DIR, 'random_projection/random_projection.ckpt')\n",
        "INCEPTION_V4_CKPT = 'inception_v4.ckpt'  # This is downloaded in the installs."
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GM5eS2xqaS3d",
        "colab_type": "code",
        "cellView": "both",
        "colab": {}
      },
      "source": [
        "#@title Helper functions\n",
        "def load_image(file_path):\n",
        "  with PIL.Image.open(file_path) as im:\n",
        "    im = np.asarray(im)\n",
        "    return im\n",
        "\n",
        "def build_inceptionv4_rand64_tower(inputs, is_training=False):\n",
        "  \"\"\"Builds an inceptionv4 rand64 tower starting from image tensor.\n",
        "\n",
        "  The tower consists of an Inception v4 base, and 1 fully connected layer\n",
        "  reducing output dim to 64, and a normalization layer. Loss is not included.\n",
        "\n",
        "  Args:\n",
        "    inputs: An input dictionary mapping key to a tensor of input images i.e.\n",
        "      {IMAGE_KEY: 4D tensor of (num, h, w, c)}.\n",
        "    is_training: (bool) Specifies if it is training phase.\n",
        "\n",
        "  Returns:\n",
        "    (tensor) A tensor of embeddings.\n",
        "    (dict) A dictionary mapping endpoint layer names to activation tensors.\n",
        "  \"\"\"\n",
        "  with slim.arg_scope(inception.inception_v4_arg_scope()):\n",
        "    _, activations = inception.inception_v4(inputs[IMAGE_KEY],\n",
        "                                            num_classes=1001,\n",
        "                                            is_training=is_training)\n",
        "    net = activations['PreLogitsFlatten']\n",
        "    with slim.arg_scope([slim.fully_connected], activation_fn=None):\n",
        "      net = slim.fully_connected(net, 64, scope='fc0')\n",
        "      activations['fc0'] = net\n",
        "      net = tf.nn.l2_normalize(net, dim=-1, name='embed_norm')\n",
        "      net = tf.reshape(net, [-1, 64])\n",
        "      activations['embed_norm'] = net\n",
        "  return net, activations"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l7mUeV9F4mKh",
        "colab_type": "code",
        "cellView": "both",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 301
        },
        "outputId": "717f4199-2e47-4602-aad6-5b36d1418ea6"
      },
      "source": [
        "#@title Load Images (sorted by stain names)\n",
        "image_fnames = sorted(glob.glob('{}/*.png'.format(IMAGES_DIR)))\n",
        "print(image_fnames)\n",
        "np_images = []\n",
        "plt.figure(figsize=(20, 15))\n",
        "for i, img_fname in enumerate(image_fnames):\n",
        "  np_images.append(load_image(img_fname))\n",
        "  plt.subplot(1, len(image_fnames), i+1)\n",
        "  plt.imshow(np_images[-1])\n",
        "np_images = np.array(np_images)\n",
        "np_images = np.expand_dims(np_images, axis=3)\n",
        "print(np_images.shape)\n"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['cell_embedder_colab/imgs/fullres_8bit_png_bbbc025/Stack0000.png', 'cell_embedder_colab/imgs/fullres_8bit_png_bbbc025/Stack0001.png', 'cell_embedder_colab/imgs/fullres_8bit_png_bbbc025/Stack0002.png', 'cell_embedder_colab/imgs/fullres_8bit_png_bbbc025/Stack0003.png', 'cell_embedder_colab/imgs/fullres_8bit_png_bbbc025/Stack0004.png']\n",
            "(5, 1080, 1080, 1)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x1080 with 5 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T3DXCjWVAUjH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "598e5004-030e-4546-b319-be599fa9c079"
      },
      "source": [
        "NUM_STAINS, IMG_HEIGHT, IMG_WIDTH = np_images.shape[0:3]\n",
        "# The order in which you want the embeddings for each stain. Here embedding for\n",
        "# img Stack00002.png (DAPI) will come first in the embedding.\n",
        "STAIN_ORDER = [2,3,4,0,1]\n",
        "print(NUM_STAINS, IMG_HEIGHT, IMG_WIDTH)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "5 1080 1080\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "a7DxsK9UNKay",
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "bb76bf8f-ae1e-440b-8752-9a1a507f8160"
      },
      "source": [
        "#@title Build model and intialize weights. (Run once)\n",
        "\n",
        "IMAGE_KEY = 'images'\n",
        "graph = tf.Graph()\n",
        "\n",
        "with graph.as_default():\n",
        "  images_ph = tf.placeholder(tf.float32, shape=(None, IMG_HEIGHT, IMG_WIDTH, 1))\n",
        "\n",
        "  # Resize to 299, 299. This is the input image size for inception.\n",
        "  images_small = tf.image.resize_images(\n",
        "      images_ph, [299, 299],\n",
        "      method=tf.image.ResizeMethod.AREA)\n",
        "  # Adjust pixel brightness to [0, 1]\n",
        "  images_small /= 255.0\n",
        "\n",
        "  # Subtract 0.5 and multiply by 2.0 to keep it within [-1, 1]\n",
        "  images_small -= 0.5\n",
        "  images_small *= 2.0\n",
        "  # Assert image is in [-1, 1]. Add an epsilon on either bound for edge cases.\n",
        "  epsilon = 0.01\n",
        "  assert_min = tf.assert_greater_equal(tf.reduce_min(images_small), -(1 + epsilon))\n",
        "  assert_max = tf.assert_less_equal(tf.reduce_max(images_small), (1 + epsilon))\n",
        "  with tf.control_dependencies([assert_min, assert_max]):\n",
        "    images_small = tf.identity(images_small)\n",
        "\n",
        "  single_stain_images = tf.tile(images_small, [1, 1, 1, 3])\n",
        "  inputs = {IMAGE_KEY: single_stain_images}\n",
        "  embed, _ = build_inceptionv4_rand64_tower(inputs, is_training=False)\n",
        "\n",
        "  assignment_inception_map = {}\n",
        "  assignment_projection_map = {}\n",
        "\n",
        "  for v in slim.get_model_variables():\n",
        "    if v.op.name.startswith('InceptionV4'):\n",
        "      assignment_inception_map[v.op.name] = v.op.name\n",
        "    else:\n",
        "      assignment_projection_map[v.op.name] = v.op.name\n",
        "\n",
        "  tf.train.init_from_checkpoint(INCEPTION_V4_CKPT, assignment_inception_map)\n",
        "  tf.train.init_from_checkpoint(RANDOM_PROJECTION_CKPT, assignment_projection_map)\n",
        "\n",
        "  # We get 1 embedding for each stain. Concatenate the stain embeddings\n",
        "  # to get 1 embedding for the entire image. This will be of dimension\n",
        "  # size_of_embedding (64) x num_stains.\n",
        "  single_stain_embeds = tf.split(embed, NUM_STAINS)\n",
        "  stain_concat_embed = tf.concat(single_stain_embeds, 1)\n",
        "\n",
        "  sess = tf.Session(graph=graph)\n",
        "  saver = tf.train.Saver()\n",
        "  init_op = tf.global_variables_initializer()\n",
        "  sess.run(init_op)\n",
        "\n",
        "def get_ordered_embeddings(input_imgs, images_ph=images_ph,sess=sess):\n",
        "  stain_embeds, concat_embed = sess.run([single_stain_embeds,\n",
        "                                         stain_concat_embed],\n",
        "                                         feed_dict={images_ph: input_imgs})\n",
        "  ordered_tf_embeds = np.concatenate([stain_embeds[i] for i in STAIN_ORDER],\n",
        "                                     axis=1)\n",
        "  return ordered_tf_embeds"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tf_slim/layers/layers.py:1089: Layer.apply (from tensorflow.python.keras.engine.base_layer_v1) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Please use `layer.__call__` method instead.\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tf_slim/layers/layers.py:1666: flatten (from tensorflow.python.keras.legacy_tf_layers.core) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use keras.layers.Flatten instead.\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/util/dispatch.py:201: calling l2_normalize (from tensorflow.python.ops.nn_impl) with dim is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "dim is deprecated, use axis instead\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MOOb-dcy01ZR",
        "colab_type": "text"
      },
      "source": [
        "## Get Embeddings"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mUjpt-feuCzZ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        },
        "outputId": "8b81fcd4-c9c1-4bf8-d849-7f79a32a5eb0"
      },
      "source": [
        "embeds = get_ordered_embeddings(np_images)\n",
        "print(embeds[0][:10])\n",
        "plt.figure(figsize=(30,10))\n",
        "plt.plot(embeds.T, 'b-o')"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[-0.03725917 -0.04305332 -0.0187017  -0.0922543  -0.03270548 -0.3268842\n",
            " -0.09732732 -0.05538129 -0.06901038  0.07042941]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f31ef2c1198>]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
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            "text/plain": [
              "<Figure size 2160x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}
